{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "import h5py \n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_path = '/mnt/sh_flex_storage/project/xcos_mask/data/trainset.h5'\n",
    "test_path = '/mnt/sh_flex_storage/project/xcos_mask/data/testset.h5'\n",
    "train_set = h5py.File(train_path,'r')\n",
    "test_set = h5py.File(test_path,'r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "rois = []\n",
    "flag = True\n",
    "for i in range(10):\n",
    "    image = train_set['input'][i,:].reshape((6,224,224))\n",
    "    roi = image[5,:,:]\n",
    "    rois.append(roi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-103"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sum(rois[1]==rois[3])-224*224"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "a=np.arange(100).reshape((1,10,10))\n",
    "b = a.reshape((10,10,1))\n",
    "c = np.zeros((10,10,1))\n",
    "for i in range(10):\n",
    "    for j in range(10):\n",
    "        c[i,j,:]=a[:,i,j]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train set input images (index = 0) 224*224*6\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "index = 0\n",
    "print('train set input images (index = %d) 224*224*6'%index)\n",
    "img6 = train_set['input'][index,:].reshape((6,224,224))\n",
    "for i in range(6):\n",
    "    plt.subplot(2,3,i+1)\n",
    "    img= img6[i,:,:]\n",
    "    plt.imshow(img)\n",
    "    plt.plot()\n",
    "\n",
    "#三维，2D，模板，方差，roi，过孔"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f6da4876eb8>"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "arr = train_set['input'][0,:]\n",
    "img1 = arr.reshape(6,224,224)\n",
    "img2 = img1.reshape(224,224,6)\n",
    "img3 = np.zeros((224,224,6))\n",
    "for i in range(224):\n",
    "    for j in range(224):\n",
    "        img3[i,j,:]=img1[:,i,j]\n",
    "plt.subplot(1,2,1)\n",
    "plt.imshow(img2[:,:,0])\n",
    "plt.subplot(1,2,2)\n",
    "plt.imshow(img3[:,:,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "index = 1\n",
    "img6 = train_set['input'][index,:].reshape((6,224,224))\n",
    "for i in range(6):\n",
    "    plt.subplot(2,3,i+1)\n",
    "    img= img6[i,:,:]\n",
    "    plt.imshow(img)\n",
    "    plt.plot()\n",
    "hole = np.array(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(224, 224)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pad = img6[4,:,:]\n",
    "pad.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train set output images (index = 1) 224*224*4\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([[0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       ...,\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0]], dtype=uint8)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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zfp3RIcRp4FS77BnyzKv9MsRct7mmJtt95drfaJGkou/DZ0kaFEtRkgpLUZIKS1GSCktRkgpLUZIKS1GSCktRkor/A8SELLiGByQ3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('train set output images (index = %d) 224*224*4'%index)\n",
    "img4 = train_set['output'][index,:].reshape((4,224,224))\n",
    "for i in range(4):\n",
    "    plt.subplot(2,2,i+1)\n",
    "    img = img4[i,:,:]\n",
    "    plt.imshow(img)\n",
    "    plt.plot()\n",
    "np.array(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "test set input images (index = 0) 224*224*6\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe0cd373810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "index = 0\n",
    "print('test set input images (index = %d) 224*224*6'%index)\n",
    "img6 = test_set['input'][index,:].reshape((6,224,224))\n",
    "for i in range(6):\n",
    "    plt.subplot(2,3,i+1)\n",
    "    img = img6[i,:,:]\n",
    "    plt.imshow(img)\n",
    "    plt.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "test set output images (index = 0) 4*224*224\n"
     ]
    },
    {
     "data": {
      "image/png": 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93Vdf+40WSSr6PnyWpEExFCWpMBQlqTAUJakwFCWpMBQlqTAUJakwFCWp+D+o0CC4qnKAeQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fe0b7cd2cd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('test set output images (index = %d) 4*224*224'%index)\n",
    "img4 = test_set['output'][800,:].reshape((4,224,224))\n",
    "for i in range(4):\n",
    "    plt.subplot(2,2,i+1)\n",
    "    img = img4[i,:,:]\n",
    "    plt.imshow(img)\n",
    "    plt.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = img4[0,:,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11.0"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "224*224-np.sum(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       ...,\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0],\n",
       "       [0, 0, 0, ..., 0, 0, 0]], dtype=uint8)"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "img = img4[2,:,:]\n",
    "img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sum(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
